Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 6 | #include <backendsCommon/test/EndToEndTestImpl.hpp> |
Narumol Prangnawarat | 8c7324d | 2019-05-31 16:42:11 +0100 | [diff] [blame] | 7 | |
kevmay01 | eed8592 | 2019-01-28 08:37:25 +0000 | [diff] [blame] | 8 | #include <backendsCommon/test/ArithmeticTestImpl.hpp> |
Narumol Prangnawarat | 8c7324d | 2019-05-31 16:42:11 +0100 | [diff] [blame] | 9 | #include <backendsCommon/test/ConcatTestImpl.hpp> |
| 10 | #include <backendsCommon/test/DequantizeEndToEndTestImpl.hpp> |
Nikhil Raj | 1c8adac | 2019-07-22 11:27:29 +0100 | [diff] [blame] | 11 | #include <backendsCommon/test/PreluEndToEndTestImpl.hpp> |
Francis Murtagh | b3fc252 | 2019-08-09 13:20:50 +0100 | [diff] [blame] | 12 | #include <backendsCommon/test/QuantizedLstmEndToEndTestImpl.hpp> |
Ellen Norris-Thompson | 2979457 | 2019-06-26 16:40:36 +0100 | [diff] [blame] | 13 | #include <backendsCommon/test/SpaceToDepthEndToEndTestImpl.hpp> |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 14 | #include <backendsCommon/test/SplitterEndToEndTestImpl.hpp> |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 15 | |
| 16 | #include <boost/test/unit_test.hpp> |
| 17 | |
| 18 | BOOST_AUTO_TEST_SUITE(NeonEndToEnd) |
| 19 | |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 20 | std::vector<armnn::BackendId> defaultBackends = {armnn::Compute::CpuAcc}; |
| 21 | |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 22 | BOOST_AUTO_TEST_CASE(ConstantUsage_Neon_Float32) |
| 23 | { |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 24 | BOOST_TEST(ConstantUsageFloat32Test(defaultBackends)); |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 25 | } |
| 26 | |
| 27 | BOOST_AUTO_TEST_CASE(FallbackToCpuRef) |
| 28 | { |
| 29 | using namespace armnn; |
| 30 | |
| 31 | // Create runtime in which test will run and allow fallback to CpuRef. |
| 32 | IRuntime::CreationOptions options; |
| 33 | IRuntimePtr runtime(IRuntime::Create(options)); |
| 34 | |
| 35 | // Builds up the structure of the network. |
| 36 | INetworkPtr net(INetwork::Create()); |
| 37 | |
| 38 | IConnectableLayer* input = net->AddInputLayer(0); |
| 39 | |
| 40 | // This layer configuration isn't supported by CpuAcc but we allow fallback to CpuRef so it shoud pass. |
| 41 | NormalizationDescriptor descriptor; |
| 42 | IConnectableLayer* pooling = net->AddNormalizationLayer(descriptor); |
| 43 | |
| 44 | IConnectableLayer* output = net->AddOutputLayer(0); |
| 45 | |
| 46 | input->GetOutputSlot(0).Connect(pooling->GetInputSlot(0)); |
| 47 | pooling->GetOutputSlot(0).Connect(output->GetInputSlot(0)); |
| 48 | |
| 49 | input->GetOutputSlot(0).SetTensorInfo(TensorInfo({ 1, 1, 4, 4 }, DataType::Float32)); |
| 50 | pooling->GetOutputSlot(0).SetTensorInfo(TensorInfo({ 1, 1, 4, 4 }, DataType::Float32)); |
| 51 | |
| 52 | // optimize the network |
| 53 | std::vector<BackendId> backends = {Compute::CpuAcc, Compute::CpuRef}; |
| 54 | IOptimizedNetworkPtr optNet = Optimize(*net, backends, runtime->GetDeviceSpec()); |
| 55 | |
| 56 | // Load it into the runtime. It should pass. |
| 57 | NetworkId netId; |
| 58 | BOOST_TEST(runtime->LoadNetwork(netId, std::move(optNet)) == Status::Success); |
| 59 | } |
| 60 | |
kevmay01 | eed8592 | 2019-01-28 08:37:25 +0000 | [diff] [blame] | 61 | BOOST_AUTO_TEST_CASE(NeonGreaterSimpleEndToEndTest) |
| 62 | { |
| 63 | const std::vector<uint8_t> expectedOutput({ 0, 0, 0, 0, 1, 1, 1, 1, |
| 64 | 0, 0, 0, 0, 0, 0, 0, 0 }); |
| 65 | |
| 66 | ArithmeticSimpleEndToEnd<armnn::DataType::Float32, armnn::DataType::Boolean>(defaultBackends, |
| 67 | LayerType::Greater, |
| 68 | expectedOutput); |
| 69 | } |
| 70 | |
| 71 | BOOST_AUTO_TEST_CASE(NeonGreaterSimpleEndToEndUint8Test) |
| 72 | { |
| 73 | const std::vector<uint8_t> expectedOutput({ 0, 0, 0, 0, 1, 1, 1, 1, |
| 74 | 0, 0, 0, 0, 0, 0, 0, 0 }); |
| 75 | |
| 76 | ArithmeticSimpleEndToEnd<armnn::DataType::QuantisedAsymm8, armnn::DataType::Boolean>(defaultBackends, |
| 77 | LayerType::Greater, |
| 78 | expectedOutput); |
| 79 | } |
| 80 | |
| 81 | BOOST_AUTO_TEST_CASE(NeonGreaterBroadcastEndToEndTest) |
| 82 | { |
| 83 | const std::vector<uint8_t> expectedOutput({ 0, 1, 0, 0, 0, 1, |
| 84 | 1, 1, 1, 1, 1, 1 }); |
| 85 | |
| 86 | ArithmeticBroadcastEndToEnd<armnn::DataType::Float32, armnn::DataType::Boolean>(defaultBackends, |
| 87 | LayerType::Greater, |
| 88 | expectedOutput); |
| 89 | } |
| 90 | |
| 91 | BOOST_AUTO_TEST_CASE(NeonGreaterBroadcastEndToEndUint8Test) |
| 92 | { |
| 93 | const std::vector<uint8_t> expectedOutput({ 0, 1, 0, 0, 0, 1, |
| 94 | 1, 1, 1, 1, 1, 1 }); |
| 95 | |
| 96 | ArithmeticBroadcastEndToEnd<armnn::DataType::QuantisedAsymm8, armnn::DataType::Boolean>(defaultBackends, |
| 97 | LayerType::Greater, |
| 98 | expectedOutput); |
| 99 | } |
| 100 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 101 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim0Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 102 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 103 | ConcatDim0EndToEnd<armnn::DataType::Float32>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 104 | } |
| 105 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 106 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim0Uint8Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 107 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 108 | ConcatDim0EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 109 | } |
| 110 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 111 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim1Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 112 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 113 | ConcatDim1EndToEnd<armnn::DataType::Float32>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 114 | } |
| 115 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 116 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim1Uint8Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 117 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 118 | ConcatDim1EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 119 | } |
| 120 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 121 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim3Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 122 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 123 | ConcatDim3EndToEnd<armnn::DataType::Float32>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 124 | } |
| 125 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 126 | BOOST_AUTO_TEST_CASE(NeonConcatEndToEndDim3Uint8Test) |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 127 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 128 | ConcatDim3EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
narpra01 | b9546cf | 2018-11-20 15:21:28 +0000 | [diff] [blame] | 129 | } |
| 130 | |
Narumol Prangnawarat | 8c7324d | 2019-05-31 16:42:11 +0100 | [diff] [blame] | 131 | BOOST_AUTO_TEST_CASE(DequantizeEndToEndSimpleTest) |
| 132 | { |
| 133 | DequantizeEndToEndSimple<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 134 | } |
| 135 | |
| 136 | BOOST_AUTO_TEST_CASE(DequantizeEndToEndOffsetTest) |
| 137 | { |
| 138 | DequantizeEndToEndOffset<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 139 | } |
| 140 | |
Nikhil Raj | 1c8adac | 2019-07-22 11:27:29 +0100 | [diff] [blame] | 141 | BOOST_AUTO_TEST_CASE(NeonPreluEndToEndFloat32Test) |
| 142 | { |
| 143 | PreluEndToEndNegativeTest<armnn::DataType::Float32>(defaultBackends); |
| 144 | } |
| 145 | |
| 146 | BOOST_AUTO_TEST_CASE(NeonPreluEndToEndTestUint8Test) |
| 147 | { |
| 148 | PreluEndToEndPositiveTest<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 149 | } |
| 150 | |
Ellen Norris-Thompson | 2979457 | 2019-06-26 16:40:36 +0100 | [diff] [blame] | 151 | BOOST_AUTO_TEST_CASE(NeonSpaceToDepthNHWCEndToEndTest1) |
| 152 | { |
| 153 | SpaceToDepthNHWCEndToEndTest1(defaultBackends); |
| 154 | } |
| 155 | |
| 156 | BOOST_AUTO_TEST_CASE(NeonSpaceToDepthNCHWEndToEndTest1) |
| 157 | { |
| 158 | SpaceToDepthNCHWEndToEndTest1(defaultBackends); |
| 159 | } |
| 160 | |
| 161 | BOOST_AUTO_TEST_CASE(NeonSpaceToDepthNHWCEndToEndTest2) |
| 162 | { |
| 163 | SpaceToDepthNHWCEndToEndTest2(defaultBackends); |
| 164 | } |
| 165 | |
| 166 | BOOST_AUTO_TEST_CASE(NeonSpaceToDepthNCHWEndToEndTest2) |
| 167 | { |
| 168 | SpaceToDepthNCHWEndToEndTest2(defaultBackends); |
| 169 | } |
| 170 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 171 | BOOST_AUTO_TEST_CASE(NeonSplitter1dEndToEndTest) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 172 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 173 | Splitter1dEndToEnd<armnn::DataType::Float32>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 174 | } |
| 175 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 176 | BOOST_AUTO_TEST_CASE(NeonSplitter1dEndToEndUint8Test) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 177 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 178 | Splitter1dEndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 179 | } |
| 180 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 181 | BOOST_AUTO_TEST_CASE(NeonSplitter2dDim0EndToEndTest) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 182 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 183 | Splitter2dDim0EndToEnd<armnn::DataType::Float32>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 184 | } |
| 185 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 186 | BOOST_AUTO_TEST_CASE(NeonSplitter2dDim1EndToEndTest) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 187 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 188 | Splitter2dDim1EndToEnd<armnn::DataType::Float32>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 189 | } |
| 190 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 191 | BOOST_AUTO_TEST_CASE(NeonSplitter2dDim0EndToEndUint8Test) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 192 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 193 | Splitter2dDim0EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 194 | } |
| 195 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 196 | BOOST_AUTO_TEST_CASE(NeonSplitter2dDim1EndToEndUint8Test) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 197 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 198 | Splitter2dDim1EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 199 | } |
| 200 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 201 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim0EndToEndTest) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 202 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 203 | Splitter3dDim0EndToEnd<armnn::DataType::Float32>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 204 | } |
| 205 | |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 206 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim1EndToEndTest) |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 207 | { |
Narumol Prangnawarat | 0f072ab | 2019-05-29 14:12:46 +0100 | [diff] [blame] | 208 | Splitter3dDim1EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 209 | } |
| 210 | |
| 211 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim2EndToEndTest) |
| 212 | { |
| 213 | Splitter3dDim2EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 214 | } |
| 215 | |
| 216 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim0EndToEndUint8Test) |
| 217 | { |
| 218 | Splitter3dDim0EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 219 | } |
| 220 | |
| 221 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim1EndToEndUint8Test) |
| 222 | { |
| 223 | Splitter3dDim1EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 224 | } |
| 225 | |
| 226 | BOOST_AUTO_TEST_CASE(NeonSplitter3dDim2EndToEndUint8Test) |
| 227 | { |
| 228 | Splitter3dDim2EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 229 | } |
| 230 | |
| 231 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim0EndToEndTest) |
| 232 | { |
| 233 | Splitter4dDim0EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 234 | } |
| 235 | |
| 236 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim1EndToEndTest) |
| 237 | { |
| 238 | Splitter4dDim1EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 239 | } |
| 240 | |
| 241 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim2EndToEndTest) |
| 242 | { |
| 243 | Splitter4dDim2EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 244 | } |
| 245 | |
| 246 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim3EndToEndTest) |
| 247 | { |
| 248 | Splitter4dDim3EndToEnd<armnn::DataType::Float32>(defaultBackends); |
| 249 | } |
| 250 | |
| 251 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim0EndToEndUint8Test) |
| 252 | { |
| 253 | Splitter4dDim0EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 254 | } |
| 255 | |
| 256 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim1EndToEndUint8Test) |
| 257 | { |
| 258 | Splitter4dDim1EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 259 | } |
| 260 | |
| 261 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim2EndToEndUint8Test) |
| 262 | { |
| 263 | Splitter4dDim2EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
| 264 | } |
| 265 | |
| 266 | BOOST_AUTO_TEST_CASE(NeonSplitter4dDim3EndToEndUint8Test) |
| 267 | { |
| 268 | Splitter4dDim3EndToEnd<armnn::DataType::QuantisedAsymm8>(defaultBackends); |
Narumol Prangnawarat | 0be4338 | 2019-05-27 11:29:59 +0100 | [diff] [blame] | 269 | } |
| 270 | |
Francis Murtagh | b3fc252 | 2019-08-09 13:20:50 +0100 | [diff] [blame] | 271 | BOOST_AUTO_TEST_CASE(NeonQuantizedLstmEndToEndTest) |
| 272 | { |
| 273 | QuantizedLstmEndToEnd(defaultBackends); |
| 274 | } |
| 275 | |
Aron Virginas-Tar | 7010400 | 2018-10-24 15:33:28 +0100 | [diff] [blame] | 276 | BOOST_AUTO_TEST_SUITE_END() |